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[HTML][HTML] Applications of machine learning in antibody discovery, process development, manufacturing and formulation: current trends, challenges, and opportunities
TT Khuat, R Bassett, E Otte, A Grevis-James… - Computers & Chemical …, 2024 - Elsevier
While machine learning (ML) has made significant contributions to the biopharmaceutical
field, its applications are still in the early stages in terms of providing direct support for quality …
field, its applications are still in the early stages in terms of providing direct support for quality …
Recent advances in integrated process analytical techniques, modeling, and control strategies to enable continuous biomanufacturing of monoclonal antibodies
Continuous bioprocessing is significantly changing the biological drugs (or biologics)
manufacturing landscape by potentially improving product quality, process stability, and …
manufacturing landscape by potentially improving product quality, process stability, and …
Hybrid Models for the simulation and prediction of chromatographic processes for protein capture
The biopharmaceutical industries are continuously faced with the pressure to reduce the
development costs and accelerate development time scales. The traditional approach of …
development costs and accelerate development time scales. The traditional approach of …
Integration and digitalization in the manufacturing of therapeutic proteins
The biopharmaceutical market has experienced a tremendous growth in the last years.
However, this growth should be balanced considering the difficulty in bioproduct …
However, this growth should be balanced considering the difficulty in bioproduct …
End-to-end process flowsheet modeling for biopharmaceutical production: current state and future potential
NG Malinov, K Raudenbush-Henderson, C Ding… - Current Opinion in …, 2024 - Elsevier
As the biopharmaceutical industry advances to meet the pressures of an expanding product
portfolio and global demand, it will continue to face new challenges while concurrently …
portfolio and global demand, it will continue to face new challenges while concurrently …
Predictive mechanistic modeling of loading and elution in protein A chromatography
Protein A chromatography is an enabling technology in current manufacturing processes of
monoclonal antibodies (mAbs) and mAb derivatives, largely due to its ability to reduce the …
monoclonal antibodies (mAbs) and mAb derivatives, largely due to its ability to reduce the …
Towards digital twin for biopharmaceutical processes: concept and progress
The capabilities of digital twins (DT) and the successes they have demonstrated in various
industries have attracted significant attention from the biopharmaceutical manufacturing …
industries have attracted significant attention from the biopharmaceutical manufacturing …
Application of advanced machine learning algorithms for anomaly detection and quantitative prediction in protein A chromatography
Protein A capture chromatography, which forms the core of the mAb purification platform,
demands cautious use and maximum resin utilization due to high cost associated with resin …
demands cautious use and maximum resin utilization due to high cost associated with resin …
Contribution of protein A step towards cost of goods for continuous production of monoclonal antibody therapeutics
V Bansode, P Gupta, N Kateja… - Journal of Chemical …, 2022 - Wiley Online Library
BACKGROUND Monoclonal antibodies (mAbs) presently dominate the biotherapeutic
market. However, biotherapeutics in general, and mAbs in particular, are expensive …
market. However, biotherapeutics in general, and mAbs in particular, are expensive …
Process integrated biosensors for real-time monitoring of antibodies for automated affinity purification
T Tran, E Martinsson, R Gustavsson, O Tronarp… - Analytical …, 2022 - pubs.rsc.org
Therapeutic monoclonal antibodies (mAbs) provide new means for treatments of a wide
range of diseases and comprise a large fraction of all new approved drugs. Production of …
range of diseases and comprise a large fraction of all new approved drugs. Production of …